notesum.ai
Published at October 30Estimating Neural Network Robustness via Lipschitz Constant and Architecture Sensitivity
cs.LG
cs.AI
cs.RO
Released Date: October 30, 2024
Authors: Abulikemu Abuduweili1, Changliu Liu1
Aff.: 1Carnegie Mellon University

| Layer | Width | Accuracy | Certified Accuracy | Lipschitz Constant |
|---|---|---|---|---|
| 2 | 128 | 0.942 | 0.864 | 76.0 |
| 2 | 256 | 0.943 | 0.866 | 73.2 |
| 2 | 512 | 0.944 | 0.871 | 68.9 |
| 3 | 128 | 0.956 | 0.806 | 89.5 |
| 3 | 256 | 0.957 | 0.814 | 81.3 |
| 3 | 512 | 0.961 | 0.816 | 81.1 |
| 4 | 128 | 0.965 | 0.582 | 102.5 |
| 4 | 256 | 0.968 | 0.582 | 98.1 |
| 4 | 512 | 0.971 | 0.593 | 94.5 |